{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.014483,
     "end_time": "2020-04-10T00:13:28.373415",
     "exception": false,
     "start_time": "2020-04-10T00:13:28.358932",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Changes In The Daily Growth Rate\n",
    "> Changes in the daily growth rate for select countries.\n",
    "\n",
    "- comments: true\n",
    "- author: Thomas Wiecki\n",
    "- categories: [growth]\n",
    "- image: images/covid-growth.png\n",
    "- permalink: /growth-analysis/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:28.396210Z",
     "iopub.status.busy": "2020-04-10T00:13:28.395724Z",
     "iopub.status.idle": "2020-04-10T00:13:28.398427Z",
     "shell.execute_reply": "2020-04-10T00:13:28.398920Z"
    },
    "papermill": {
     "duration": 0.018414,
     "end_time": "2020-04-10T00:13:28.399033",
     "exception": false,
     "start_time": "2020-04-10T00:13:28.380619",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "from pathlib import Path\n",
    "\n",
    "loadpy = Path('load_covid_data.py')\n",
    "if not loadpy.exists():\n",
    "    ! wget https://raw.githubusercontent.com/github/covid19-dashboard/master/_notebooks/load_covid_data.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:28.417749Z",
     "iopub.status.busy": "2020-04-10T00:13:28.417184Z",
     "iopub.status.idle": "2020-04-10T00:13:29.141378Z",
     "shell.execute_reply": "2020-04-10T00:13:29.140935Z"
    },
    "papermill": {
     "duration": 0.736001,
     "end_time": "2020-04-10T00:13:29.141482",
     "exception": false,
     "start_time": "2020-04-10T00:13:28.405481",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import load_covid_data\n",
    "\n",
    "sns.set_context('talk')\n",
    "plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:29.167200Z",
     "iopub.status.busy": "2020-04-10T00:13:29.166513Z",
     "iopub.status.idle": "2020-04-10T00:13:30.919259Z",
     "shell.execute_reply": "2020-04-10T00:13:30.918727Z"
    },
    "papermill": {
     "duration": 1.767028,
     "end_time": "2020-04-10T00:13:30.919379",
     "exception": false,
     "start_time": "2020-04-10T00:13:29.152351",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "df = load_covid_data.load_data(drop_states=True)\n",
    "    \n",
    "annotate_kwargs = dict(\n",
    "    s='Based on COVID Data Repository by Johns Hopkins CSSE ({})\\nBy Thomas Wiecki'.format(df.index.max().strftime('%B %d, %Y')), \n",
    "    xy=(0.05, 0.01), xycoords='figure fraction', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:30.939016Z",
     "iopub.status.busy": "2020-04-10T00:13:30.938440Z",
     "iopub.status.idle": "2020-04-10T00:13:30.945200Z",
     "shell.execute_reply": "2020-04-10T00:13:30.945726Z"
    },
    "papermill": {
     "duration": 0.018435,
     "end_time": "2020-04-10T00:13:30.945865",
     "exception": false,
     "start_time": "2020-04-10T00:13:30.927430",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',\n",
       "       'Antigua and Barbuda', 'Argentina', 'Armenia', 'Austria',\n",
       "       'Azerbaijan', 'Bahamas', 'Bahrain', 'Bangladesh', 'Barbados',\n",
       "       'Belarus', 'Belgium', 'Benin', 'Bhutan', 'Bolivia',\n",
       "       'Bosnia and Herzegovina', 'Brazil', 'Brunei', 'Bulgaria',\n",
       "       'Burkina Faso', 'Cabo Verde', 'Cambodia', 'Cameroon',\n",
       "       'Central African Republic', 'Chad', 'Chile', 'Hong Kong',\n",
       "       'Colombia', 'Congo (Brazzaville)', 'Congo (Kinshasa)',\n",
       "       'Costa Rica', \"Cote d'Ivoire\", 'Croatia', 'Diamond Princess',\n",
       "       'Cuba', 'Cyprus', 'Czechia', 'Denmark', 'Djibouti',\n",
       "       'Dominican Republic', 'Ecuador', 'Egypt', 'El Salvador',\n",
       "       'Equatorial Guinea', 'Eritrea', 'Estonia', 'Eswatini', 'Ethiopia',\n",
       "       'Fiji', 'Finland', 'France', 'Gabon', 'Gambia', 'Georgia',\n",
       "       'Germany', 'Ghana', 'Greece', 'Guatemala', 'Guinea', 'Guyana',\n",
       "       'Haiti', 'Holy See', 'Honduras', 'Hungary', 'Iceland', 'India',\n",
       "       'Indonesia', 'Iran', 'Iraq', 'Ireland', 'Israel', 'Italy',\n",
       "       'Jamaica', 'Japan', 'Jordan', 'Kazakhstan', 'Kenya',\n",
       "       'Korea, South', 'Kuwait', 'Kyrgyzstan', 'Latvia', 'Lebanon',\n",
       "       'Liberia', 'Liechtenstein', 'Lithuania', 'Luxembourg',\n",
       "       'Madagascar', 'Malaysia', 'Maldives', 'Malta', 'Mauritania',\n",
       "       'Mauritius', 'Mexico', 'Moldova', 'Monaco', 'Mongolia',\n",
       "       'Montenegro', 'Morocco', 'Namibia', 'Nepal', 'Netherlands',\n",
       "       'New Zealand', 'Nicaragua', 'Niger', 'Nigeria', 'North Macedonia',\n",
       "       'Norway', 'Oman', 'Pakistan', 'Panama', 'Papua New Guinea',\n",
       "       'Paraguay', 'Peru', 'Philippines', 'Poland', 'Portugal', 'Qatar',\n",
       "       'Romania', 'Russia', 'Rwanda', 'Saint Lucia',\n",
       "       'Saint Vincent and the Grenadines', 'San Marino', 'Saudi Arabia',\n",
       "       'Senegal', 'Serbia', 'Seychelles', 'Singapore', 'Slovakia',\n",
       "       'Slovenia', 'Somalia', 'South Africa', 'Spain', 'Sri Lanka',\n",
       "       'Sudan', 'Suriname', 'Sweden', 'Switzerland', 'Taiwan*',\n",
       "       'Tanzania', 'Thailand', 'Togo', 'Trinidad and Tobago', 'Tunisia',\n",
       "       'Turkey', 'Uganda', 'Ukraine', 'United Arab Emirates',\n",
       "       'United Kingdom', 'Uruguay', 'US', 'Uzbekistan', 'Venezuela',\n",
       "       'Vietnam', 'Zambia', 'Zimbabwe', 'Dominica', 'Grenada',\n",
       "       'Mozambique', 'Syria', 'Timor-Leste', 'Belize', 'Laos', 'Libya',\n",
       "       'West Bank and Gaza', 'Guinea-Bissau', 'Mali',\n",
       "       'Saint Kitts and Nevis', 'Kosovo', 'Burma', 'MS Zaandam',\n",
       "       'Botswana', 'Burundi', 'Sierra Leone', 'Malawi', 'South Sudan',\n",
       "       'Western Sahara', 'Sao Tome and Principe', 'Australia (total)',\n",
       "       'Canada (total)', 'China (total)', 'Denmark (total)',\n",
       "       'France (total)', 'Netherlands (total)', 'United Kingdom (total)'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide\n",
    "# Country names seem to change quite a bit\n",
    "df.country.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:30.967399Z",
     "iopub.status.busy": "2020-04-10T00:13:30.966684Z",
     "iopub.status.idle": "2020-04-10T00:13:30.970702Z",
     "shell.execute_reply": "2020-04-10T00:13:30.970267Z"
    },
    "papermill": {
     "duration": 0.017357,
     "end_time": "2020-04-10T00:13:30.970800",
     "exception": false,
     "start_time": "2020-04-10T00:13:30.953443",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "european_countries = ['Italy', 'Germany', 'France (total)', 'Spain', 'United Kingdom (total)', \n",
    "                      'Iran']\n",
    "large_engl_countries = ['US', 'Canada (total)', 'Australia (total)']\n",
    "asian_countries = ['Singapore', 'Japan', 'Korea, South', 'Hong Kong']\n",
    "south_american_countries = ['Argentina', 'Brazil', 'Colombia', 'Chile']\n",
    "\n",
    "country_groups = [european_countries, large_engl_countries, asian_countries, south_american_countries]\n",
    "line_styles = ['-', ':', '--', '-.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:30.993746Z",
     "iopub.status.busy": "2020-04-10T00:13:30.993088Z",
     "iopub.status.idle": "2020-04-10T00:13:31.735026Z",
     "shell.execute_reply": "2020-04-10T00:13:31.734536Z"
    },
    "papermill": {
     "duration": 0.756725,
     "end_time": "2020-04-10T00:13:31.735133",
     "exception": false,
     "start_time": "2020-04-10T00:13:30.978408",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide\n",
    "\n",
    "def plot_countries(df, countries, min_confirmed=100, ls='-', col='confirmed'):\n",
    "    for country in countries:\n",
    "        df_country = df.loc[(df.country == country) & (df.confirmed >= min_confirmed)]\n",
    "        if len(df_country) == 0:\n",
    "            continue\n",
    "        df_country.reset_index()[col].plot(label=country, ls=ls)\n",
    "        \n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(yscale='log',\n",
    "       title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases (log scale)')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:31.779526Z",
     "iopub.status.busy": "2020-04-10T00:13:31.774746Z",
     "iopub.status.idle": "2020-04-10T00:13:32.233006Z",
     "shell.execute_reply": "2020-04-10T00:13:32.232502Z"
    },
    "papermill": {
     "duration": 0.486816,
     "end_time": "2020-04-10T00:13:32.233107",
     "exception": false,
     "start_time": "2020-04-10T00:13:31.746291",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases', ylim=(0, 30000))\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:32.278901Z",
     "iopub.status.busy": "2020-04-10T00:13:32.277385Z",
     "iopub.status.idle": "2020-04-10T00:13:32.945305Z",
     "shell.execute_reply": "2020-04-10T00:13:32.944806Z"
    },
    "papermill": {
     "duration": 0.699331,
     "end_time": "2020-04-10T00:13:32.945462",
     "exception": false,
     "start_time": "2020-04-10T00:13:32.246131",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "plt.rcParams['axes.titlesize'] = 24\n",
    "smooth_days = 4\n",
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "df['pct_change'] = (df\n",
    "                    .groupby('country')\n",
    "                    .confirmed\n",
    "                    .pct_change()\n",
    "                    .rolling(smooth_days)\n",
    "                    .mean()\n",
    ")\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    (df.set_index('country')\n",
    "       .loc[countries]\n",
    "       .loc[lambda x: x.confirmed > 100]\n",
    "       .reset_index()\n",
    "       .set_index('days_since_100')\n",
    "       .groupby('country', sort=False)['pct_change']\n",
    "       .plot(ls=ls)\n",
    "    )\n",
    "\n",
    "ax.set(ylim=(0, 1),\n",
    "       xlim=(0, 20),\n",
    "       title='Are we seeing changes in daily growth rate?',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Daily percent change (smoothed over {} days)'.format(smooth_days),\n",
    ")\n",
    "ax.axhline(.33, ls='--', color='k')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, .155))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);\n",
    "\n",
    "# This creates a preview image for the blog post and home page\n",
    "fig.savefig('../images/covid-growth.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.017685,
     "end_time": "2020-04-10T00:13:32.981565",
     "exception": false,
     "start_time": "2020-04-10T00:13:32.963880",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Appendix: German ICU Capacity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-04-10T00:13:33.032565Z",
     "iopub.status.busy": "2020-04-10T00:13:33.031812Z",
     "iopub.status.idle": "2020-04-10T00:13:33.533809Z",
     "shell.execute_reply": "2020-04-10T00:13:33.532687Z"
    },
    "papermill": {
     "duration": 0.534389,
     "end_time": "2020-04-10T00:13:33.533973",
     "exception": false,
     "start_time": "2020-04-10T00:13:32.999584",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#hide_input\n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "p_crit = .05\n",
    "# 28000 ICU beds total, 80% occupied\n",
    "icu_germany = 28000\n",
    "icu_germany_free = .2\n",
    "\n",
    "df_tmp = df.loc[lambda x: (x.country == 'Germany') & (x.confirmed > 100)].critical_estimate\n",
    "df_tmp.plot(ax=ax)\n",
    "\n",
    "x = np.linspace(0, 30, 30)\n",
    "pd.Series(index=pd.date_range(df_tmp.index[0], periods=30),\n",
    "          data=100*p_crit * (1.33) ** x).plot(ax=ax,ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.axhline(icu_germany, color='.3', ls='-.', label='Total ICU beds')\n",
    "ax.axhline(icu_germany * icu_germany_free, color='.5', ls=':', label='Free ICU beds')\n",
    "ax.set(yscale='log',\n",
    "       title='When will Germany run out of ICU beds?',\n",
    "       ylabel='Expected critical cases (assuming {:.0f}% critical)'.format(100 * p_crit),\n",
    ")\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020879,
     "end_time": "2020-04-10T00:13:33.575737",
     "exception": false,
     "start_time": "2020-04-10T00:13:33.554858",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Updated daily by [GitHub Actions](https://github.com/features/actions)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.020682,
     "end_time": "2020-04-10T00:13:33.616692",
     "exception": false,
     "start_time": "2020-04-10T00:13:33.596010",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "This visualization was made by [Thomas Wiecki](https://twitter.com/twiecki)[^1].\n",
    "\n",
    "[^1]:  Data sourced from [\"2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSE\"](https://systems.jhu.edu/research/public-health/ncov/) [GitHub repository](https://github.com/CSSEGISandData/COVID-19) and recreates the (pay-walled) plot in the [Financial Times]( https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441). This code is provided under the [BSD-3 License](https://github.com/twiecki/covid19/blob/master/LICENSE). Link to [original notebook](https://github.com/twiecki/covid19/blob/master/covid19_growth.ipynb)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "visualization-curriculum-gF8wUgMm",
   "language": "python",
   "name": "visualization-curriculum-gf8wugmm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  },
  "papermill": {
   "duration": 6.212669,
   "end_time": "2020-04-10T00:13:33.744656",
   "environment_variables": {},
   "exception": null,
   "input_path": "2020-03-14-covid19_growth.ipynb",
   "output_path": "2020-03-14-covid19_growth.ipynb",
   "parameters": {},
   "start_time": "2020-04-10T00:13:27.531987",
   "version": "2.0.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}